Dynamic Nonparametric Random Forest Using Covariance

Algorithm 4

Covariance Calculation.

(1) procedure COVCALCULATION()

(2) if == then

(3) for  all do

(4) Count either , or from the return

(5) value of Test4Classification(, );

(6) end for

(7) = /(+);

(8) = /(+);

(9) = F_Measure(, );

(10) ;

(11) else

(12) for  all do

(13) for  all do

(14) Count either , or from the return

(15) value of Test4Classification(, );

(16) end for

(17) end for

(18) = /(+);

(19) = /(+);

(20) = F_Measure(, );

(21) ;

(22) ;

(23) = cov(, );

(24) end if

(25) return

(26) end procedure